{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Copyright (C)\n",
    "2016 - 2019 Pinard Liu(liujianping-ok@163.com)\n",
    "\n",
    "https://www.cnblogs.com/pinard\n",
    "\n",
    "Permission given to modify the code as long as you keep this declaration at the top\n",
    "\n",
    "scikit-learn K近邻法类库使用小结 https://www.cnblogs.com/pinard/p/6065607.html"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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JwG63/+M+BQUFNGvYEFViIv4WCx+sXcvx6Gimz5jxl21dXFw4dOwY8+fPJzs7\nm+nt21O7tnw3opIit8BltyQnJ4eUlBQCAgLQarV07NqRbTu2ovd0JSO+MfD7h/gkkmotvrVcyDib\nyeDjA3EOKPqJveW1bVw9dBUUkHIsFf8G/iTtSgIE5VuVx+RrpEwDf9YN3siXn335ewuEBUsXcOrM\nKSRJokqlKmxcvRGTyVRSp+KBlpGRQfWQEKqnp1PW4eCwTkdARARrN236x33WrVvHSz170js3FwnI\nBz67hVa77P6SW+Cyu3b27FlGjR7Fhk0bsNvsKJQKKlSsgIuLCwqlgszETKDwD3tYUWmVWHIKcTgc\nZJ3PKk7gmQmZJO2+gEKlYMiJF3At50r2xWy+qfYtiVvO0WxCEw5MP4RGqyYyMrJ4SdfBgwdz9uxZ\nHA4HFStWlBej+hdubm78un8/Lw8fTvS5c0Q0b84HU6f+6z4WiwWdJBW32jUAQlAxMJAcs5k2rVrx\n44IFOMt93Q8cuQUuu8GBAweY9vXnFFoLaVwvnAlTJhDYpixXDl0lPy0f1/IupMdn4BLoTNa5bBzC\ngT1fAbQEFKj0O+m5tivRPxwlL9XM1UNXqTekDtdi0kjYnEj9kfU4teQ0w+OGFtf5ddUZZJ7PKloq\nNsfK66+8IS/5+h9KT0+nekgItTIyKOtwcECjIdZmo5fDgQewUZJIVKkIDQ3l2zlzqFFDXrPuvyAv\nJyu7LQcPHqR1h9aU71qOuLXx5Kfl41zWCavZRsRbTQlsVpY9H/5GRkIG106n4bA6MPkayb6Ug7Ap\nCYwIJGJiIwKbliV69lF+GbsVW74N57LO5FzOQa1ToVArsGQX0mPlUwS3Ls/5nUksfnwJHoGe+Bp8\nmT1rNjVr1izpU/HAKygoQKvV3rOx4vHx8YwcMoQL589jcnGB6GjaX+83zwO+ANpKEr+5uBATH4+H\nh8dfyjhx4gT79+/Hz8+P9u3bP5Dj2EsTeSKP7JZdunSJkS+PxKmiiZilp3lqSTfGpIzCLdgNr2qe\nhA2th3eoN51nd+Lq4WTUBjUjEofxYuxQ2k1ri1Ir0LkpKdPQH0uOhYNfHyb02er03lo0lrnNJ615\nOXkUQc2DcK/kzpIuy/jc60tWdF1Fv179+WzCZ+zfs19O3jeRkJBAjcqVcTIacXd2ZsWKFfek3IoV\nK7J+yxaOx8XR5rHHSLbb+b3ZlQbogXpC4OVwsHfv3r/s/9OCBTRr0IBvRo5kcI8e9OjWDbnhdv/J\nCVzG0aPKb3aiAAAgAElEQVRHqVG3BkeOH0YIB9W6VyGwWSA6Vx1hw+qReyW3+MNYkFmAw+6gQrtg\nDB5FF7hqPFsda56VuPXxfOg8lU+8PicvJY8zK2NZ1GkJvnV9qftCbSSFRN1BtbGarQQGluXEoROk\np6QzY8YMevToUSpHkBQUFNC/Tx/cnZwI8PZmzo8/3tf6OrVtS5n4eMY5HHTPzeX53r2JjY29p3X8\nsm4dmcBPwHpgMdAWcAA5DsdfLiA7HA4GDRxIr/x8OuXl8VxuLr9t3coWeZnZ+05O4I+wQ4cO0enJ\nTrTq1IrgJ8vjFepF/RH1SY/LQDiKErbJz0jWhWwWPb6E3z7bzw+N5yApJRK3JGLJLprMcWZlLCZf\nIzpnHRqjhmGnB2PyNSEhYSuwkXs5B7vFjsPm4NCMI+RdzWPbpu0EBgaW+ru6jx4+nAPLl9M/N5fH\nUlN5+cUX2b59+32pKycnh4Tz52nkcKAAygDBSiUHDhy4p/UkJyfzJFAFSKFopMM1YIleT4VatWjW\nrNkN2+fn52O12fC+/lwFeANXrly5p3HJ/kpO4I+omJgYWrVvhWhtx6Fz4FreBZ2LjmrdqyKEYH7b\nhawfupHFXZZRZ2BtEn5J5MC7hyjIKAAlGP2MTAuczjfVZrJh+CbCX29MYW4hDruDpN0X6b+nL62n\nRuKwO7h8IIWpnp/zscdnnNt6nqe6PUVgYOAN8TgcDpKSkkhPTy+hM3Jn1q5ZQ8v8fJwpSqi1zWbW\nr117X+oyGAyoVCpSrz+3AslC3JPZplarlSmTJtEmIgKtVss+jYZawBOAUqvF2LEjI6ZOZdO2bX/5\npWQ0GgkJDmaPQoEDuAQkOBw0bNjwruOS3YQQ4r4+iqqQ3Q6HwyGuXbsmCgsL71sd498aL8JfaSwm\niHEi7MV6otLjlYTJzyQiP2gp+mx/RvjU9hae1TzEgP39xAQxTtQeUEvo3HUi7MV6wjnQWeg9dKL+\niHoiqGWgUBlUQm1SizIN/YXGSS20TlqhNWiFs5uz0GiMAl4V8LKAF4QkqUVSUtINsVy+fFlUrlxD\n6PVuQq3Wi5EjRwuHw3Hfjv1eCg0JEb1ATLr+qKvRiIEDB4rp06eLzZs33/P65s2dK9wMBhFmNIqy\nJpN4+okn7sm56vnUU6KKXi+eBtFErRZOWq1QKRRCo1KJt8aPv2kdiYmJomaVKkKpUAhXk0ksX778\nrmN61F3Pnf+eX2+2wd0+5AR+e86cOSMCAysIjcYotFqDmDNnzl2XmZubK5KSkoTVahVCCGG1WkW3\nJ7uJ+sPried29hbdVzwp/Br4CaVWKbxreAnPKh5C7aQW/fc8JyaIcWKCGCfKRQaJ9l+2FRPEODE2\nfbTQuWpFlaeqC7+wcsI5yF1U7hYixlwbJcrWLivmzZsnMjMzxbZt24SLSyUBk4ofJpOfOHny5A3x\ntWzZTqhUEQImCnhVGI1lxZIlS+76uP8LmzZtEq4Gg2iiUonaOp1wcXIVBoOX0OkaCaPRTwwfPuqe\n13ns2DHx/fffi40bN9518v71119F+8hIoZQkMe4PX0SVnZzE8uXLhc1mu63yCgoKSs2X74PuVhK4\nPIzwARMcXIVz5yogRAMgBb3+J/bv30VoaOjfbm+1Wrl06RJeXl4Yjca/vP/NzG8YM3YMOicdRq2R\n0BqhbNm0BYfDgUqnxOhrxOhl5PLBK1TvWY2uczsDsOvd3ez79ABhw+uRHJ1M0q4LvJQ0HI1JA8C0\noOnkXC6LsNVBUh5BOOLQaGH4yOFM/WAqkiSRlpZG+fIh5OS0ByoBx/Hw2MPFi4nodP+/OZe7uy8Z\nGT0Bt+uv7OCVV+rz0UelYyXBY8eOsX79eux2O2+//T4Wy1DABOSj18/k6NH9VKpUqaTD/ItDhw7R\nKiKCcLOZX4DXgN9XkVnk5MSH8+fTuXPnEozw0SYPIyxl8vLySEpKQIj611/xRqmswOHDh/92+yNH\njuDvH0j16mF4eHjz3Xff/+X9Nye/yYCj/Rh+eSi6qlpiC2MZmzGaUZdG4FzWmSavh9N/z3NU6lgR\nle7/FxSr96yOEIIDXx4kdm0cSq2SmOWnsWRbODjjMOZrBQhbF6Aiwv4EWo2eI4eO8MmHnxSP//Xw\n8GD9+lV4eW1Hkt4mICCaLVs23JC8AYKCyiFJCdef2TEYLlGp0oNzJ5qbqVmzJq+//jqdO3dGo3Gl\nKHkD6NFo3ElJSbkn9eTl5TFnzhymT5/OmTNnyMnJYfHixcyfP/+O6vj+228JM5tpCFQFFgFngK0q\nFQXOzrRs2fIv+5RUY2zHjh1ENGxI3erV+eDdd+/pErmlWekeAvCQMRgM6HQG8vIuU3RJrBAhrhAQ\nEPCXbYUQtG//ONeuNQFqANcYMWIM7099j4vnLlK+Unnat2pP+chyuAUXtWxTT6XS7aeuqA1q1AY1\njV5uSNKuC9QZUJuw4WEs6bwUn5reuFdyZ/v4HdQbWpe4tfFY86xIkkTUWztZ+8J61Ho19nw9/2+v\nCSSJv/0F0LRpU1JSLlNYWIhGo/nb45437zsiIlrhcMRhs2XRuHFt+vcvfcvKV6xYEY3GDkRT9G9y\nBsimevXqd1VuSkoKK1as4O2JEzHl5ODqcDBOknB2csLZbEYDvKxSsXvfvuLlB26FJEnFY727ACuA\njTodnZ98ksUff4yTk1PxttnZ2fTs2YdfftmIXm9k6tQPGDRo0F0d1606cuQIXR57jFZmMxWAme+9\nR4HFwqQpD/6t8u43OYE/QCRJYv78H3n22X4oleVxOK7StWu7v20JZWRkkJmZQVGiAPCkwOKFawsn\nPLTuHP3hKLMWfIvNYie2TBzuFd0oyLRw+cBlyoYXfSFc3HsJnZsOIQTx6+IJCC9D3Np4Lu67RJkG\n/lzce5GcS9m4lneh7WdtuHLoCsnRKdR1qsfRgzHExa3FYglGr48hPLzxX0aW/NE/JW+A0NBQzp49\nzYEDBzCZTDRq1OiW1juJiYkhJiaGihUrPhATgPR6Pdu2baJLl+6cP78af/8gfv55Ha6urndcZlxc\nHE0bNsQzLw9NYSGpwONAFmDIz+f3Do69ksTLw4ezdvPmWy77hSFDaDFvHpjNHAcyAMlqJahcOfz8\n/G7Ytl+/F9i27SI22xhycjIZPXocISEhN72/7e99tXezfs3iRYuobTbz+79we7OZOd99JydwkC9i\nPoji4+PF4sWLxa5du/7xgpDNZhNGo4uAAdcvEL4mJMkoWr7XXHhW8xRj00eL8Y43RPPJzUTZZmVF\n648jhUqvEiq9SlToUEEERpQVBm+DUGgUQueqFRpnjfCv7ydUBpWQlBoB7gJqCzAIpVotGgyrL+oP\nChOevp4iLi5OZGVliREjRovIyA7i9dffFPn5+TfEl56eLt58c7zo2/d5sXDhwnt+YevLL78SBoOr\ncHauKQwGN/HOO+//43n6c2z/hcLCQpGQkCCSk5PvqpwuHTqItgpF8cXFhiAagagKossfLjr2B1Gn\natXbLn///v2irLe3aChJ4i0QY0G4gtCoVKJN8+YiJSVFCCGEi4ungFF/uCDdXLz55vh/LNfhcIgp\nkyYJg1Yr1Eql6NGtmzCbzXd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WrC+nT5+WY8eOid0eLPCoXvZ+cTqDJSEhWSwW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\nAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11b8dbb0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "from sklearn.datasets.samples_generator import make_classification\n",
    "# X为样本特征，Y为样本类别输出， 共1000个样本，每个样本2个特征，输出有3个类别，没有冗余特征，每个类别一个簇\n",
    "X, Y = make_classification(n_samples=1000, n_features=2, n_redundant=0,\n",
    "                             n_clusters_per_class=1, n_classes=3)\n",
    "plt.scatter(X[:, 0], X[:, 1], marker='o', c=Y)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "KNeighborsClassifier(algorithm='auto', leaf_size=30, metric='minkowski',\n",
       "           metric_params=None, n_jobs=1, n_neighbors=15, p=2,\n",
       "           weights='distance')"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn import neighbors\n",
    "clf = neighbors.KNeighborsClassifier(n_neighbors = 15 , weights='distance')\n",
    "clf.fit(X, Y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.text.Text at 0x122a01f0>"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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NbYp1YrSPW6PJRpwMPck3r3xD9KxoZKTkcK3DjOg6ImF9XFQcu5bvYu+6vXjcnlSXO2/0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\nUspmtHArpZTN/D8mSPRIBTkpjAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11fe10d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from matplotlib.colors import ListedColormap\n",
    "cmap_light = ListedColormap(['#FFAAAA', '#AAFFAA', '#AAAAFF'])\n",
    "cmap_bold = ListedColormap(['#FF0000', '#00FF00', '#0000FF'])\n",
    "\n",
    "#确认训练集的边界\n",
    "x_min, x_max = X[:, 0].min() - 1, X[:, 0].max() + 1\n",
    "y_min, y_max = X[:, 1].min() - 1, X[:, 1].max() + 1\n",
    "#生成随机数据来做测试集，然后作预测\n",
    "xx, yy = np.meshgrid(np.arange(x_min, x_max, 0.02),\n",
    "                         np.arange(y_min, y_max, 0.02))\n",
    "Z = clf.predict(np.c_[xx.ravel(), yy.ravel()])\n",
    "\n",
    "# 画出测试集数据\n",
    "Z = Z.reshape(xx.shape)\n",
    "plt.figure()\n",
    "plt.pcolormesh(xx, yy, Z, cmap=cmap_light)\n",
    "\n",
    "# 也画出所有的训练集数据\n",
    "plt.scatter(X[:, 0], X[:, 1], c=Y, cmap=cmap_bold)\n",
    "plt.xlim(xx.min(), xx.max())\n",
    "plt.ylim(yy.min(), yy.max())\n",
    "plt.title(\"3-Class classification (k = 15, weights = 'distance')\" )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
